{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "fa9741f7",
   "metadata": {},
   "source": [
    "# 8. Exception Handling"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "61bc2266",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "160d6cf2",
   "metadata": {},
   "outputs": [
    {
     "ename": "NameError",
     "evalue": "name 'a' is not defined",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32mC:\\Users\\ADMINI~1\\AppData\\Local\\Temp/ipykernel_7708/1189138062.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mprint\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0ma\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mNameError\u001b[0m: name 'a' is not defined"
     ]
    }
   ],
   "source": [
    "# NameError: name 'a' is not defined\n",
    "\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "55aba7de",
   "metadata": {},
   "source": [
    "```python\n",
    "# SyntaxError: unexpected EOF while parsing\n",
    "\n",
    "if 2:\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7ac5ea0d",
   "metadata": {},
   "source": [
    "```python\n",
    "# AttributeError: 'str' object has no attribute 'sort'\n",
    "'abc'.sort()\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "852741e7",
   "metadata": {},
   "source": [
    "```python\n",
    "# TypeError: can only concatenate str (not \"int\") to str\n",
    "\n",
    "'abc' + 1\n",
    "```"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a949e46f",
   "metadata": {},
   "source": [
    "## builtin errors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "b1f21339",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['ArithmeticError', 'AssertionError', 'AttributeError', 'BlockingIOError', 'BrokenPipeError', 'BufferError', 'ChildProcessError', 'ConnectionAbortedError', 'ConnectionError', 'ConnectionRefusedError', 'ConnectionResetError', 'EOFError', 'EnvironmentError', 'FileExistsError', 'FileNotFoundError', 'FloatingPointError', 'IOError', 'ImportError', 'IndentationError', 'IndexError', 'InterruptedError', 'IsADirectoryError', 'KeyError', 'LookupError', 'MemoryError', 'ModuleNotFoundError', 'NameError', 'NotADirectoryError', 'NotImplementedError', 'OSError', 'OverflowError', 'PermissionError', 'ProcessLookupError', 'RecursionError', 'ReferenceError', 'RuntimeError', 'SyntaxError', 'SystemError', 'TabError', 'TimeoutError', 'TypeError', 'UnboundLocalError', 'UnicodeDecodeError', 'UnicodeEncodeError', 'UnicodeError', 'UnicodeTranslateError', 'ValueError', 'WindowsError', 'ZeroDivisionError']\n"
     ]
    }
   ],
   "source": [
    "print(list(x for x in dir(__builtins__) if x.endswith(\"Error\")))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ac10c92",
   "metadata": {},
   "source": [
    "## Try-Except"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "19233e89",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b46c58c6",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Bad manner:Hard code\n",
    "\n",
    "lst = [2, 0, 'hello', None]\n",
    "\n",
    "for ele in lst:  \n",
    "    print(\"current ele :\", ele)\n",
    "    res = 5 / int(ele)\n",
    "    print(\"result :\", res)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "70815434",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current ele : 2\n",
      "result : 2.5\n",
      "current ele : 0\n",
      "current ele : hello\n",
      "current ele : None\n"
     ]
    }
   ],
   "source": [
    "# Good manner\n",
    "\n",
    "lst = [2, 0, 'hello', None]\n",
    "\n",
    "for ele in lst:\n",
    "    try:\n",
    "        print(\"current ele :\", ele)\n",
    "        res = 5 / int(ele)\n",
    "        print(\"result :\", res)\n",
    "    except:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "1532b89c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current ele : 2\n",
      "result : 2.5\n",
      "--------------------------------------------------\n",
      "current ele : 0\n",
      "Error caused... division by zero\n",
      "<class 'ZeroDivisionError'>\n",
      "--------------------------------------------------\n",
      "current ele : hello\n",
      "Error caused... invalid literal for int() with base 10: 'hello'\n",
      "<class 'ValueError'>\n",
      "--------------------------------------------------\n",
      "current ele : None\n",
      "Error caused... int() argument must be a string, a bytes-like object or a number, not 'NoneType'\n",
      "<class 'TypeError'>\n",
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "\n",
    "lst = [2, 0, 'hello', None]\n",
    "\n",
    "for ele in lst:\n",
    "    try:\n",
    "        print(\"current ele :\", ele)\n",
    "        res = 5 / int(ele)\n",
    "        print(\"result :\", res)\n",
    "    except Exception as e:\n",
    "        print(\"Error caused...\", e)\n",
    "        print(sys.exc_info()[0])\n",
    "    print(\"-\"*50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3f4a93d0",
   "metadata": {},
   "source": [
    "## Catching Sepecific Errors"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "94167eca",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "8866a270",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "current ele : 2\n",
      "result : 2.5\n",
      "--------------------------------------------------\n",
      "current ele : 0\n",
      "ZeroDivisionError occureed : division by zero\n",
      "--------------------------------------------------\n",
      "current ele : hello\n",
      "ValueError occureed : invalid literal for int() with base 10: 'hello'\n",
      "--------------------------------------------------\n",
      "current ele : None\n",
      "TypeError occureed : int() argument must be a string, a bytes-like object or a number, not 'NoneType'\n",
      "--------------------------------------------------\n"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "\n",
    "lst = [2, 0, 'hello', None]\n",
    "\n",
    "for ele in lst:\n",
    "    try:\n",
    "        print(\"current ele :\", ele)\n",
    "        res = 5 / int(ele)\n",
    "        print(\"result :\", res)\n",
    "    except ZeroDivisionError as ze:\n",
    "        print(\"ZeroDivisionError occureed :\", ze)\n",
    "    except ValueError as ve:\n",
    "        print(\"ValueError occureed :\", ve)\n",
    "    except TypeError as te:\n",
    "        print(\"TypeError occureed :\", te)\n",
    "    except Exception as e:\n",
    "        print(\"Error caused...\", e)\n",
    "        print(sys.exc_info()[0])\n",
    "    print(\"-\"*50)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "172b8a49",
   "metadata": {},
   "source": [
    "## Finally"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "5718cd3b",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9a8d57dc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "id": "2736a694",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43a30830",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "18a9fbb6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "33a7ee41",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
